{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px\n",
    "import re\n",
    "import jieba as jb\n",
    "from collections import defaultdict\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn.decomposition import PCA\n",
    "from gensim.models import Word2Vec\n",
    "# from IPython.core.interactiveshell import InteractiveShell  \n",
    "# InteractiveShell.ast_node_interactivity = \"all\"\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  \n",
    "plt.rcParams['axes.unicode_minus'] = False\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>label</th>\n",
       "      <th>cat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>16631</td>\n",
       "      <td>\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n　　中新网2月14日...</td>\n",
       "      <td>C000024</td>\n",
       "      <td>军事</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2658</td>\n",
       "      <td>\\r\\r\\n　　视频上传网站YouTube.COM酝酿卖广告，瞄准规模125亿美元的广告市场...</td>\n",
       "      <td>C000010</td>\n",
       "      <td>科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15608</td>\n",
       "      <td>这些年，总有一些事让我很矛盾：期待，又担心。\\r\\r\\n　　今年的春晚《千手观音》，就是...</td>\n",
       "      <td>C000023</td>\n",
       "      <td>历史</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14076</td>\n",
       "      <td>母语地位上升需求回暖 \\r\\r\\n　　本报北京3月17日电（记者袁晓露）北京师范大学出版...</td>\n",
       "      <td>C000023</td>\n",
       "      <td>历史</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15992</td>\n",
       "      <td>\\r\\r\\n\\r\\r\\n\\r\\r\\n美空军作战型CV-22“鱼鹰”倾转旋翼机\\r\\r\\n　　...</td>\n",
       "      <td>C000024</td>\n",
       "      <td>军事</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10611</td>\n",
       "      <td>\\r\\r\\n　　１８０３年英国化学家道尔顿（１７６６－１８４４）提出原子论后，受到科学界的普...</td>\n",
       "      <td>C000020</td>\n",
       "      <td>教育</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1479</td>\n",
       "      <td>河北宣工(行情,论坛)（000923）：外资合作  涨停专家\\r\\r\\n第一证券\\r\\r\\n...</td>\n",
       "      <td>C000008</td>\n",
       "      <td>财经</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3386</td>\n",
       "      <td>【eNet特约评论】昔日在电信领域红极一时的朗讯，在市场的残酷冲击下，锐气不及当年。朗讯...</td>\n",
       "      <td>C000010</td>\n",
       "      <td>科技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6320</td>\n",
       "      <td>新华社照片，东京，2006年5月7日   （体育）（5）羽毛球――中国男队勇夺汤姆斯杯 ...</td>\n",
       "      <td>C000014</td>\n",
       "      <td>体育</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13586</td>\n",
       "      <td>眉目传神热情自信\\r\\r\\n　　一般说来，眼睛会表现出自卑和自信、诚实和伪装。在你进门之...</td>\n",
       "      <td>C000022</td>\n",
       "      <td>人力资源</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    text    label   cat\n",
       "16631  \\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n　　中新网2月14日...  C000024    军事\n",
       "2658   \\r\\r\\n　　视频上传网站YouTube.COM酝酿卖广告，瞄准规模125亿美元的广告市场...  C000010    科技\n",
       "15608  　　这些年，总有一些事让我很矛盾：期待，又担心。\\r\\r\\n　　今年的春晚《千手观音》，就是...  C000023    历史\n",
       "14076  　　母语地位上升需求回暖 \\r\\r\\n　　本报北京3月17日电（记者袁晓露）北京师范大学出版...  C000023    历史\n",
       "15992  \\r\\r\\n\\r\\r\\n\\r\\r\\n美空军作战型CV-22“鱼鹰”倾转旋翼机\\r\\r\\n　　...  C000024    军事\n",
       "10611  \\r\\r\\n　　１８０３年英国化学家道尔顿（１７６６－１８４４）提出原子论后，受到科学界的普...  C000020    教育\n",
       "1479   河北宣工(行情,论坛)（000923）：外资合作  涨停专家\\r\\r\\n第一证券\\r\\r\\n...  C000008    财经\n",
       "3386   　　【eNet特约评论】昔日在电信领域红极一时的朗讯，在市场的残酷冲击下，锐气不及当年。朗讯...  C000010    科技\n",
       "6320     新华社照片，东京，2006年5月7日   （体育）（5）羽毛球――中国男队勇夺汤姆斯杯 ...  C000014    体育\n",
       "13586  　　眉目传神热情自信\\r\\r\\n　　一般说来，眼睛会表现出自卑和自信、诚实和伪装。在你进门之...  C000022  人力资源"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv( './data/sogou2006_clean.csv')\n",
    "len(df)\n",
    "df.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "旅游      1990\n",
       "军事      1990\n",
       "财经      1990\n",
       "科技      1990\n",
       "人力资源    1990\n",
       "教育      1990\n",
       "体育      1990\n",
       "健康      1990\n",
       "历史      1989\n",
       "Name: cat, dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cat.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'    证券通：计划向外资定向增发 G苏阳光(行情,论坛)将继续高增长\\r\\r\\n\\r\\r\\n    深度报告 权威内参 来自“证券通”www.KL178.com\\r\\r\\n\\r\\r\\n  G苏阳光（600220）主要从事精纺呢绒和西服的生产和销售，目前具有年产2000万米呢绒，150万套服装的生产能力，是国内最大的精纺呢绒生产企业，毛纺行业的龙头企业。\\r\\r\\n\\r\\r\\n  查阅《证券通－第一内参》可知，公司计划向2-3家外资企业定向增发1亿股－2亿股，5月后进入实质谈判阶段。公司05年EPS为0.018元，预计06年EPS达到0.114元，同比增长525.5%。假设引入外资成功，07年后业绩继续稳步增长，07年、08年净利润分别同比增长28.3%和27.3%。受此影响，G苏阳光5月8日开盘后没多久便被大单封涨停。\\r\\r\\n\\r\\r\\n  更多详情免费咨询021*64690729或登录WWW.KL178.COM（证券通），资深行业研究员为您提供客观、深度、超前的投资信息。\\r\\r\\n\\r\\r\\n    本文版权为“证券通”独家拥有，任何单位和个人不得复制、转发以及用于业务经营，违者将追究其法律责任。作者声明：在本机构、本人所知情的范围内,本机构、本人以及财产上的利害关系人与所述文章内容没有利害关系。本版文章纯属个人观点,仅供参考,文责自负。读者据此入市,风险自担。'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.cat=='财经'].sample(1).text.values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\r\\r\\n&nbsp;\\r\\r\\n\\u3000\\u3000主要聚居在地处黄河沿岸的青海[图库]省循化地区。撒拉族有自已的语言，但无文字，通用汉文。撒拉语属阿尔泰语系突厥语族，吸收了不少汉语和藏语词汇，青壮年多通汉语。 \\u3000\\u3000撒拉族男儿，多以上山伐木、下河板筏为生。此外，养蜂是撒拉人最喜爱的副业生产，园艺也是他们的特长。\\r\\r\\n&nbsp;&nbsp;&nbsp; 习俗\\r\\r\\n\\u3000\\u3000撒拉族的禁忌有：忌食猪肉、狗肉、驴肉、骡肉和死的畜禽肉及动物的血；严禁在清真寺内及其附近地吐痰或携带污浊之物进入清真寺；作礼拜时，他人不得从面前走过；忌在水井、水塘附近洗涤衣物；与人谈话时忌咳嗽和擤鼻涕；在老人面前不能有失礼的行为。\\r\\r\\n&nbsp;&nbsp;&nbsp; 婚俗\\r\\r\\n\\u3000\\u3000在新娘上路之前，女方的家长要用做好的比利买海和上好的茶水招待迎送新娘的客人。看望妇女坐月子，都要带上比利买海，请产妇滋补身体。孩子出满月，主人要拿出核桃、大枣和把薄面片切成正方形或菱形小块油炸成一种名为“古古麻麻”的食品，散发给来祝贺的客人。\\r\\r\\n&nbsp;&nbsp;&nbsp; 食俗\\r\\r\\n\\u3000\\u3000撒拉族习惯于日食三餐（农忙时根据情况适当加餐），主食以面粉为主。家常品种有花卷、馍馍、馒头、烙饼、面片、拉面、擀面、散饭、搅团等。在一年一度的斋月里，一般都只食早、晚两餐，饭菜比平时丰盛一些。\\u3000\\u3000按照伊斯兰教义，撒拉族严禁饮酒，一般在撒拉族的筵席上不备酒。平时更无饮酒的习惯。 日常饮料除清茶、奶茶和盖碗茶以外，还常饮麦茶和果叶茶。制作麦茶时，将麦粒炒焙半焦捣碎后，加盐和其他配料，以陶罐熬成，味道酷似咖啡，香甜可口；果叶茶是用晒干后炒成半焦的果树叶子制成，饮用别具风味。\\u3000\\u3000典型食品：比利买海，又称“油搅团”，撒拉族传统风味食品，用植物油、面粉制成。\\r\\r\\n&nbsp;&nbsp;&nbsp; 节庆\\r\\r\\n\\u3000\\u3000撒拉人信奉伊斯兰教。主要节日有开斋节、古尔邦节等。最大的传统节日为古尔邦节，每当节日来临，撒拉族都要宴请宾客，煮手抓羊肉，炖鸡肉，做糖包、油炸蛋糕、炸馓子，做“比利买海”（油搅团）、“木丝日”（一种以油、熟面等为馅的包子）和各种烩菜。\\u3000\\u3000在民间，婚丧嫁娶都要炸油香、煮麦仁饭，其间凡参与炸油香、煮麦仁饭的妇女必须要“乎斯里”（即沐浴过），未经沐浴或经期妇女，不允许参与这项工作，也不允许到油锅附近去。'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.cat=='旅游'].sample(1).text.values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\u3000\\u3000在河南灵宝市，全市有百分之八十八点五的农民参加合作医疗，不到一年时间，补助农民医疗金额达一百二十九万元，新型农村合作医疗为农民带来的实惠早已有目共睹。\\r\\r\\n\\u3000\\u3000四月二十六日，记者在河南省灵宝市阳平镇卫生院看到，四十岁的申花伴从灵宝市委宣传部张成宝部长和卫生局局长马宽荣手里接过了七千六百元钱。原来，两个月前，她的丈夫杨明祥被烧伤，在卫生院住院用了两万多元，因为参加了灵宝市新型农村合作医疗，象这种情况，能报销百分之四十的医药费。因此，申花伴领到了这七千多元钱。\\r\\r\\n\\u3000\\u3000据介绍，二OO五年年底，灵宝市被确定为河南省新型农村合作医疗第二批试点县(市)，截止到四月十五日，全市参加合作医疗的农民已达到了五十二万多人，占全市农业总人口五十九点二万人的百分之八十八点五，全市共补助参合农民四万两千多人，补助金额一百二十九万元。灵宝市的农村合作医疗的初见成效，明显缓解了农民看病难、看病贵问题。'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.cat=='健康'].sample(1).text.values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\u3000\\u3000作者简介:于汝波，军事科学院战争理论和战略研究部少将研究员，博士生导师，中国孙子兵法研究会副会长。出版《大思维——解读中国古典战略》等著作数十种，发表论文百余篇。作品曾获国家图书奖、“五个一工程”奖等多项奖励。\\r\\r\\n\\u3000\\u3000编者按\\u3000胡锦涛主席在全国科学技术大会上号召走中国特色自主创新道路，建设创新型国家；大力推进理论创新、制度创新、科技创新。要求在关系国计民生和国家安全的关键领域，集中力量、重点突破，实现跨越式发展。这是从当前世界情势、我国目前实际和长远目\\r\\r\\n\\u3000\\u3000标出发，做出的重大战略决策。使命召唤我们必须要在自主创新上当尖兵，尽快把我军建设成一支创新型军队。历史是一面镜子，前事不忘，后事之师，我国历史上在军事创新方面有着丰富而深刻的经验教训，总结这些经验教训，对我们今天少走弯路，实现创新型国家的宏伟目标，无疑具有积极意义。\\r\\r\\n\\u3000\\u3000我国从春秋到明代前期2000多年的时间里，军事科技一直在世界上处于领先地位。但在16世纪之后，我们却逐步落后于西方，军队的战斗力也因此大为下降。从军事科技的角度认真剖析其中的原由，对于我们今天仍有深刻的启迪。\\r\\r\\n\\u3000\\u3000近代中国封闭的环境窒息了国人的创新思维\\r\\r\\n\\u3000\\u3000导致国人创新思维萎缩的环境因素主要指落后的社会制度、闭关锁国的国策等。\\r\\r\\n\\u3000\\u3000首先，近代中国落后的社会制度压制了国人的创新思维。西方在16世纪发生了资产阶级革命，快速兴起的资本主义工商业对科学技术不断提出新的需求，从而激活了人们的创新思维，促进了科学技术的创新。而当时的中国却仍然停留在更加完善的封建主义社会，它不但严重限制工商业的发展，而且在思想领域压制新生事物，扼杀创新思维。为了维护其既得利益，统治阶级内部的保守势力往往留恋过去，反对变革，这是阻碍国人创新思维发展的一块大绊脚石。\\r\\r\\n\\u3000\\u3000其次，国家实行封闭政策不利于国人创新思维的发展。中外历史证明，国家只有开放，才能使国人获得多方面的新信息，产生认识上的飞跃，创造出新的科技成果。西方的军事科技正是在这样的背景和基础上迅猛发展起来的。而当时中国的统治者，实行严密封闭的愚民政策。行政封闭和思想禁锢使中国与国外缺乏信息交流，国人信息不灵，落后而又盲目骄傲，思维方式处于长期、多代近亲繁衍状态，到了近代已明显带有“呆傻”的特征，军事科技落后就不可避免了。\\r\\r\\n\\u3000\\u3000国人创新意识逐渐钝化使军事失去了创新主体\\r\\r\\n\\u3000\\u3000军事创新的主体是人。人一旦失去了对创新的追求，军事创新就会成为一句空话。\\r\\r\\n\\u3000\\u3000中国历史上国人重道轻器的观念非常严重，这种观念在军事上表现为重谋略，轻技术。古语所谓“半部《论语》治天下”，“《文选》烂，秀才半”；国家科举取士只考《四书五经》，不考科学技术，这种全民性的教育内容和国家性的政策导向，使古人重道轻器的观念根深蒂固。中国古代“兵技巧”类兵书之所以大都被历史淘汰，与国人的这种价值取向有极大关系。西方将仿生学多继续用于自然科学技术创新，而中国的古人则将观察和研究自然现象得出的哲理多用于军事谋略、政治权术、社会管理和处世之道，从而形成了中西价值追求的重要分野。于是，中国的权谋理论在古代相当发达，而科学技术却逐步走起了下坡路。西方的军事科技则从16世纪开始迅猛发展，很快就走到了我们的前面。可见，这一局面的出现，与中西方不同的价值取向有着重要关系。\\r\\r\\n\\u3000\\u3000科技创新、制度创新、理论创新是一个密切关联的整体，三者之中，通常科技创新先行，而后引发并引领制度创新和理论创新。军事科技对军事制度、军事理论的影响也是如此。\\r\\r\\n\\u3000\\u3000传统思维方式的缺陷限制了军事创新\\r\\r\\n\\u3000\\u3000我国传统的思维方式具有哲理性强、模糊性大，长于统体思维、短于精确分析，象类推理多、逻辑论证少等特征。中国传统思维蕴含着丰富的独具特色的辩证法思想，可鉴性广，启示性久；但正因为如此，所以，其模糊性也大，界限性也弱。这无疑会影响军事科技的发展。中国传统思维强调把握事物整体，着眼上下统系，总揽发展全程，表现出思维的全面性、系统性和循环性三个基本特征。这种思维模式与西方比起来，有自己的长处，但又往往表现出对事物缺乏精确分析、严格论证的弱点，对有些问题只知其然，不知其所以然。\\r\\r\\n\\u3000\\u3000我国先人长于象类推理，在战略理论和战略决策研究上也多运用这种思维方式，由天道直接推及人道，其间往往缺少严密的逻辑论证。我国先秦时期虽有了自己的逻辑学论述，但后来由于种种原因而受到了冷落，未形成系统的理论。这对中国科技的发展产生了消极影响。象类思维、直觉顿悟是一种创新性思维，但属“粗放型”的，缺乏精确的实验证明和严密的逻辑推理，到了一定阶段，就很难再向新的高度发展。我国古代直觉顿悟思维、象类思维比较发达，古代很多创新的军事科技、军事制度、军事理论都来自于这种思维方式；但历史证明，它必须与逻辑思维、科学实验结合起来，才可能成为助推军事腾飞的翅膀，才能形成巨大的创造力。'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.cat=='军事'].sample(1).text.values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\r\\r\\n\\u3000\\u3000可见出检察机关的问题来了吗？这个问题就是检察机关对整个案件侦查的无控制，这是不符合大陆法系基本精神的。公安局（警察局）是国家的治安机构，隶属于国家的行政系统，由于治安案件与刑事案件通常只是量（程度）的差异，因此，公安局（警察局）就自然转化为了刑事案件的侦查机构。但是，这两者有着很重要的区别，当其作为治安机构时，可以独立行使行政处罚权；当其作为刑事案件的侦查机构时，必须由刑事法庭进行判决，公安局（警察局）不具有处罚权。因此，在大陆法系，刑事案件的侦查就要由检察官进行控制、指挥、策划、监督，从立案到起诉保持连贯性、统一性，既是保证起诉质量的必要，也是对全社会刑事犯罪进行统一、有效打击的需要。也就是说，检察官是刑事案件侦查的核心，而不是质量检验员。在以大陆法系为形式的国家，由于法官本不控制刑事侦查，当检察官又不能控制刑事侦查时，整个国家的刑事侦查体系就成为了无控制的独立王国，轻则走向独立专横，重则导致国家警察化。在中国，至今仍然在制度上保证着公安局刑事侦查的独立专横，比如，人们越来越意识到具有违宪倾向的劳动教养制度，从刑事侦查角度说，就是赋予了公安局以独立于两院的“判决权”：公安局可以借此对可能只要判三两年甚至更高刑期的嫌犯绕开两院进行实际的刑罚处理。\\r\\r\\n\\u3000\\u3000检察机关权力的弱化，既导致了公安局刑事侦查人员业务能力的低下，也导致了检察机关自身业务能力的低下。随着中国律师队伍业务能力的提高，这一矛盾将越来越显示出来。田文昌在刘涌一案里的“自由”发挥，其根源即在于此。但是，这一情况并不是中国律师的喜讯，因为，为了最大可能保证案犯得到“应有的”惩罚，中国的律师也将受到越来越多的行政、法律打压。我可以下一个不受各方欢迎的结论：中国律师业务水平的提高一定与律师的被关押、判刑数量成正比。十多年前我侦破上海（也可能是中国）第一例律师受贿罪案，情况是该律师掌握某发电厂的合同最终审批签字权（从法律上认可合同的有效性并决定合同的可实施），他凭该权力向客户索取贿赂。可现在被拘捕的律师都是什么罪名呢？就不能细讨论了。因此，不仅律师业务水平的提高将受到抑制，而且将诱致律师队伍趋向腐败。律师队伍腐败的一个重要项目，就是跟一些不自重的法官瓜分收益，从而又导致法官队伍出现腐败。“我们跟这个法院的关系很好，搞得定”，这是现在不少律师事务所最喜欢、最有效的广告词。不管是真是假，总是反映了一种很不良的问题。\\r\\r\\n\\u3000\\u3000可见，中国司法实践最急迫的问题是完善大陆法系制度的形式和内容，这也是中国法制进步可行的现实道路。不用大刀阔斧地改变中国的法律制度，但几乎可以从每一个细节上立即进行改革。把精力集中到对大陆法系的研究上，不要张口闭口英美，这才是中国的法制进步可操作的正道。比如，检察院批捕和起诉是分开的两个部门，其实完全可以合并，使批捕的检察官和公诉的检察官同一为一人，使他能更完整地了解案件的来龙去脉，最大可能地跟踪案件的进展，在法庭上更熟练、更胸有成竹。\\r\\r\\n\\u3000\\u3000改革的重要内容之一，应该是人才战略。在法院，科班出身的人应该成为法官的主体。法官越是书生气、越是单纯越好，只认法理不认人，不懂权利、利益平衡，一切按条文办事，条文变才变。说一个例子：有一个委托人和律师我都认识的案子，根据起诉情况委托人应该判四年实刑，但这是个错案，他其实并不构成犯罪。公诉人是律师的学生。律师问我怎么辩护妥当。我问法官是科班出身的还不是科班出身的。律师说不是科班出身的，但是个老资格法官，水平很不错。我说就作无罪辩护有罪结论。在法庭上，当律师最后说仍然要对委托人处以刑罚时，公诉人嘲笑律师，认为他无罪辩护结论却仍然有罪，连最基本的逻辑也弄不清楚。结果是判了缓刑。法官事后说公诉人太嫩，还有很多东西要跟律师（老师）学习。这个结果委托人也满意。律师问我道理。我说，如果法官是科班出身的，就是无罪辩护无罪结论，因为科班出身的毕竟更注重法理的严密性；法官不是科班出身，虽然水平不差，但已经养成了平衡利益的习惯，一般不会太愿意使公诉人难堪，无罪辩护无罪结论就会使他觉得为难，反而有可能使判决无法马上作出，让被告人遥遥无期地关押在看守所，作有罪结论他就可以趁势按最低程度量刑，他既然老资格自然会明白律师这样辩护的意思，这样，在实际上，就最现实地维护了委托人的利益。这是根据中国现状的无奈选择。\\r\\r\\n\\u3000\\u3000现在法学院毕业的学生直接进入检察院，这对检察院业务水平的提高不会有太大的直接效果。检察官除了要有好的法律理论修养，非常重要的是要懂侦查。一般来说，不懂侦查的检察官是不会成为优秀检察官的。检察官不懂侦查，就没有能力对整个案件进行控制，就不能准确地把握证据，一当遇到象田文昌这样的强手，在法庭上就会处在被动地位。刘涌一案中，刘涌在法庭上说检察官看到他浮肿的大腿，检察官竟然会说“不是好多了吗”，从而让田文昌抓住这一“漏洞”，这位检察官犯下这一错误的原因就是不懂侦查。不是是否承认大腿浮肿的问题，而是大腿的浮肿并不一定是刑讯逼供所造成，其原因可以有很多，医院里到处有大腿浮肿的人。因此，检察官人才的基本来源，不应该是幼稚的法学院学生，而应该是具有相当经验并通过相应考试的警官。法学院毕业生要做检察官就必须先去做警官，到第一线去直接接触各种暴露的和不暴露的嫌犯。嫌犯和律师，是检察官最好的老师。从警官当中培养检察官，是大陆法系国家的常例，其中是深有道理的。\\r\\r\\n\\u3000\\u3000刘涌一案，可以从其结果议论其正义和非正义、公正和非公正，但是，不管怎样，都应该实事求是地承认田文昌的成功。田文昌们在中国取得成就，是一件非常不容易的事，他们对中国法制的进步，将起到实在的推动力。刘涌一案对中国的检察、公安是一个警钟，如果承认这是警钟，就应该将此作为强化自己业务能力提高的动力。检察、公安业务能力不提高，将来会出现更多的类似刘涌案的荒唐判决，会经常刺激人民的神经，不想这样，就会回到依靠法外权力定案的老路上去，就会走向进一步封闭舆论的专制道路上去。如果认识到这一点，田文昌在刘涌一案中的成功，就会实实在在推动中国司法的进步。否则，就会有越来越多的“刘涌案”引起人们的愤怒。\\r\\r\\n\\u3000\\u3000\\r\\r\\n来源：[世纪中国]上一页&nbsp;[1]&nbsp;[2]&nbsp;[3]&nbsp;'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.cat=='历史'].sample(1).text.values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#定义删除除字母,数字，汉字以外的所有符号的函数\n",
    "def remove_punctuation(line):\n",
    "    line = str(line)\n",
    "    if line.strip()=='':\n",
    "        return ''\n",
    "    rule = re.compile(u\"[^a-zA-Z0-9\\u4E00-\\u9FA5]\")\n",
    "    line = rule.sub('',line)\n",
    "    return line\n",
    " \n",
    "def stopwordslist(filepath):  \n",
    "    stopwords = [line.strip() for line in open(filepath, 'r', encoding='utf-8').readlines()]  \n",
    "    return stopwords  \n",
    " \n",
    "#加载停用词\n",
    "stopwords = stopwordslist(\"./data/chineseStopWords.txt\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>label</th>\n",
       "      <th>cat</th>\n",
       "      <th>text_clean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>6031</td>\n",
       "      <td>\\r\\r\\n　　夺冠呼声消失殆尽后，申花队似乎陷入了难以自拔的沉默期。客场挑战西安国际0比0...</td>\n",
       "      <td>C000014</td>\n",
       "      <td>体育</td>\n",
       "      <td>夺冠呼声消失殆尽后申花队似乎陷入了难以自拔的沉默期客场挑战西安国际0比0互交白卷主场又与北京...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2057</td>\n",
       "      <td>神州奥美向其子公司索赔1.2亿元，盛大首次申明没有侵权\\r\\r\\n　　本报讯 昨天，针对...</td>\n",
       "      <td>C000010</td>\n",
       "      <td>科技</td>\n",
       "      <td>神州奥美向其子公司索赔12亿元盛大首次申明没有侵权本报讯昨天针对神州奥美12亿元的天价索赔案...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5219</td>\n",
       "      <td>\\r\\r\\n　　减肥不减腿部脂肪，因为它可以减少患心脏病的危险，这是日本筑波大学人类综合科学...</td>\n",
       "      <td>C000013</td>\n",
       "      <td>健康</td>\n",
       "      <td>减肥不减腿部脂肪因为它可以减少患心脏病的危险这是日本筑波大学人类综合科学研究专业讲师大藏伦博...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9637</td>\n",
       "      <td>“人们在这里寻找到一种爱的精神，对爱的向往、对爱的恪守，这就足够了。因为爱是人类最本质的...</td>\n",
       "      <td>C000016</td>\n",
       "      <td>旅游</td>\n",
       "      <td>人们在这里寻找到一种爱的精神对爱的向往对爱的恪守这就足够了因为爱是人类最本质的东西有了它幸福...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17289</td>\n",
       "      <td>\\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n　　美国《航空周刊》2006年3月27日刊报...</td>\n",
       "      <td>C000024</td>\n",
       "      <td>军事</td>\n",
       "      <td>美国航空周刊2006年3月27日刊报道JUCAS联合无人空战系统项目下马后美国军方企业界和有...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9435</td>\n",
       "      <td>还没踏出火车站，就看到李奥纳多·迪卡普里奥的大型海报，原来当地正举办摄影展，展出许多电影拍摄...</td>\n",
       "      <td>C000016</td>\n",
       "      <td>旅游</td>\n",
       "      <td>还没踏出火车站就看到李奥纳多迪卡普里奥的大型海报原来当地正举办摄影展展出许多电影拍摄之余所抓...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14491</td>\n",
       "      <td>\\r\\r\\n　　沈奕斐：在上海医药仓库里所存的那些盘尼西林，原来是准备给抗美援朝的志愿军的。...</td>\n",
       "      <td>C000023</td>\n",
       "      <td>历史</td>\n",
       "      <td>沈奕斐在上海医药仓库里所存的那些盘尼西林原来是准备给抗美援朝的志愿军的但是治疗性病如果没有这...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3553</td>\n",
       "      <td>4月4日，信息产业部正式发布了25个《数字电视接收设备标准》。新科系列时尚液晶电视（DT...</td>\n",
       "      <td>C000010</td>\n",
       "      <td>科技</td>\n",
       "      <td>4月4日信息产业部正式发布了25个数字电视接收设备标准新科系列时尚液晶电视DTV460DTV...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13223</td>\n",
       "      <td>11月12日上午，4700多名应届毕业生参加了在新校区举办的天津师范大学2006届毕业生...</td>\n",
       "      <td>C000022</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>11月12日上午4700多名应届毕业生参加了在新校区举办的天津师范大学2006届毕业生就业洽...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12823</td>\n",
       "      <td>这是电影《英雄》中的“十步一杀”：\\r\\r\\n　　四周是成捆的竹简，无名拿出一根竹简标出...</td>\n",
       "      <td>C000022</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>这是电影英雄中的十步一杀四周是成捆的竹简无名拿出一根竹简标出记号示意是秦王要害部位无名回身迈...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    text    label   cat  \\\n",
       "6031   \\r\\r\\n　　夺冠呼声消失殆尽后，申花队似乎陷入了难以自拔的沉默期。客场挑战西安国际0比0...  C000014    体育   \n",
       "2057   　　神州奥美向其子公司索赔1.2亿元，盛大首次申明没有侵权\\r\\r\\n　　本报讯 昨天，针对...  C000010    科技   \n",
       "5219   \\r\\r\\n　　减肥不减腿部脂肪，因为它可以减少患心脏病的危险，这是日本筑波大学人类综合科学...  C000013    健康   \n",
       "9637   　　“人们在这里寻找到一种爱的精神，对爱的向往、对爱的恪守，这就足够了。因为爱是人类最本质的...  C000016    旅游   \n",
       "17289  \\r\\r\\n\\r\\r\\n\\r\\r\\n\\r\\r\\n　　美国《航空周刊》2006年3月27日刊报...  C000024    军事   \n",
       "9435   还没踏出火车站，就看到李奥纳多·迪卡普里奥的大型海报，原来当地正举办摄影展，展出许多电影拍摄...  C000016    旅游   \n",
       "14491  \\r\\r\\n　　沈奕斐：在上海医药仓库里所存的那些盘尼西林，原来是准备给抗美援朝的志愿军的。...  C000023    历史   \n",
       "3553   　　4月4日，信息产业部正式发布了25个《数字电视接收设备标准》。新科系列时尚液晶电视（DT...  C000010    科技   \n",
       "13223  　　11月12日上午，4700多名应届毕业生参加了在新校区举办的天津师范大学2006届毕业生...  C000022  人力资源   \n",
       "12823  　　这是电影《英雄》中的“十步一杀”：\\r\\r\\n　　四周是成捆的竹简，无名拿出一根竹简标出...  C000022  人力资源   \n",
       "\n",
       "                                              text_clean  \n",
       "6031   夺冠呼声消失殆尽后申花队似乎陷入了难以自拔的沉默期客场挑战西安国际0比0互交白卷主场又与北京...  \n",
       "2057   神州奥美向其子公司索赔12亿元盛大首次申明没有侵权本报讯昨天针对神州奥美12亿元的天价索赔案...  \n",
       "5219   减肥不减腿部脂肪因为它可以减少患心脏病的危险这是日本筑波大学人类综合科学研究专业讲师大藏伦博...  \n",
       "9637   人们在这里寻找到一种爱的精神对爱的向往对爱的恪守这就足够了因为爱是人类最本质的东西有了它幸福...  \n",
       "17289  美国航空周刊2006年3月27日刊报道JUCAS联合无人空战系统项目下马后美国军方企业界和有...  \n",
       "9435   还没踏出火车站就看到李奥纳多迪卡普里奥的大型海报原来当地正举办摄影展展出许多电影拍摄之余所抓...  \n",
       "14491  沈奕斐在上海医药仓库里所存的那些盘尼西林原来是准备给抗美援朝的志愿军的但是治疗性病如果没有这...  \n",
       "3553   4月4日信息产业部正式发布了25个数字电视接收设备标准新科系列时尚液晶电视DTV460DTV...  \n",
       "13223  11月12日上午4700多名应届毕业生参加了在新校区举办的天津师范大学2006届毕业生就业洽...  \n",
       "12823  这是电影英雄中的十步一杀四周是成捆的竹简无名拿出一根竹简标出记号示意是秦王要害部位无名回身迈...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['text_clean'] = df['text'].apply(remove_punctuation)\n",
    "df.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.748 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>label</th>\n",
       "      <th>cat</th>\n",
       "      <th>text_clean</th>\n",
       "      <th>text_cut</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>3813</td>\n",
       "      <td>\\r\\r\\n　　一家美国上市公司的中国概念与纸上并购\\r\\r\\n　　本报记者 柯志雄\\r\\r...</td>\n",
       "      <td>C000010</td>\n",
       "      <td>科技</td>\n",
       "      <td>一家美国上市公司的中国概念与纸上并购本报记者柯志雄北京报道在高个白人中佛罗里达狼是少数常来中...</td>\n",
       "      <td>一家 美国 上市公司 中国 概念 纸 并购 本报记者 柯志雄 北京 报道 高个 白人 中 佛...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7700</td>\n",
       "      <td>五大前锋轮番上阵，申花仍旧没有摆脱锋线零进球的尴尬。昨天晚上，济南的体育场，申花在场面明...</td>\n",
       "      <td>C000014</td>\n",
       "      <td>体育</td>\n",
       "      <td>五大前锋轮番上阵申花仍旧没有摆脱锋线零进球的尴尬昨天晚上济南的体育场申花在场面明显占优的情况...</td>\n",
       "      <td>五大 前锋 轮番上阵 申花 没有 摆脱 锋线 零 进球 尴尬 昨天晚上 济南 体育场 申花 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14812</td>\n",
       "      <td>\\r\\r\\n　　叶剑英在粉碎“四人帮”的斗争中起到了决定性的作用，赢得了党内外的高度评价。华...</td>\n",
       "      <td>C000023</td>\n",
       "      <td>历史</td>\n",
       "      <td>叶剑英在粉碎四人帮的斗争中起到了决定性的作用赢得了党内外的高度评价华国锋认为叶剑英德高望重建...</td>\n",
       "      <td>叶剑英 粉碎 四人帮 斗争 中 起到 决定性 作用 赢得 党内外 高度评价 华国锋 认为 叶...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16103</td>\n",
       "      <td>目前，对于信息化战争的研究，多数是从战争形态的角度，从宏观上，以信息化战争的基本概念、基...</td>\n",
       "      <td>C000024</td>\n",
       "      <td>军事</td>\n",
       "      <td>目前对于信息化战争的研究多数是从战争形态的角度从宏观上以信息化战争的基本概念基本特征作战方式...</td>\n",
       "      <td>目前 信息化 战争 研究 多数 是从 战争 形态 角度 宏观 上以 信息化 战争 基本概念 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13814</td>\n",
       "      <td>因为跳槽到同行业其他公司，杨女士被原单位告上法庭，日前，一中院以杨女士违反竞业禁止约定为...</td>\n",
       "      <td>C000022</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>因为跳槽到同行业其他公司杨女士被原单位告上法庭日前一中院以杨女士违反竞业禁止约定为由终审判决...</td>\n",
       "      <td>跳槽 同行业 公司 杨 女士 原 单位 告上 法庭 日前 一中院 杨 女士 违反 竞业禁止 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9937</td>\n",
       "      <td>\\r\\r\\n　　红色旅游正在全国如火如荼地展开，井冈山、韶山、遵义、延安、西柏坡等几大革命圣...</td>\n",
       "      <td>C000016</td>\n",
       "      <td>旅游</td>\n",
       "      <td>红色旅游正在全国如火如荼地展开井冈山韶山遵义延安西柏坡等几大革命圣地迎来了源源不断的客流成为...</td>\n",
       "      <td>红色旅游 正在 全国 如火如荼 展开 井冈山 韶山 遵义 延安 西柏坡 几大 革命圣地 迎来...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10149</td>\n",
       "      <td>本报讯（记者 石果 实习生 罗智渊）昨日，记者从西南政法大学获悉，5月2日我市将首次举行...</td>\n",
       "      <td>C000020</td>\n",
       "      <td>教育</td>\n",
       "      <td>本报讯记者石果实习生罗智渊昨日记者从西南政法大学获悉5月2日我市将首次举行2006年司法考试...</td>\n",
       "      <td>本报讯 记者 石果 实习生 罗智渊 昨日 记者 西南政法大学 获悉 月 日 我市 首次 举行...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5702</td>\n",
       "      <td>今年3月1日，可以说是我国药品生产企业试点参数放行的“起跑线”。这一天，国家食品药品监督...</td>\n",
       "      <td>C000013</td>\n",
       "      <td>健康</td>\n",
       "      <td>今年3月1日可以说是我国药品生产企业试点参数放行的起跑线这一天国家食品药品监督管理局SFDA...</td>\n",
       "      <td>今年 月 日 说 我国 药品 生产 企业 试点 参数 放行 起跑线 一天 国家 食品 药品监...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8516</td>\n",
       "      <td>新华网成都４月２９日专电（记者肖林）记者２９日从成都铁路局获悉，成渝城际旅客双层新型空调...</td>\n",
       "      <td>C000016</td>\n",
       "      <td>旅游</td>\n",
       "      <td>新华网成都月日专电记者肖林记者日从成都铁路局获悉成渝城际旅客双层新型空调列车将于月日正式开行...</td>\n",
       "      <td>新华网 成都 月 日 专电 记者 肖林 记者 日 成都 铁路局 获悉 成渝 城际 旅客 双层...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15563</td>\n",
       "      <td>70年代，家里有辆自行车是件很有面子的事情，记得那时最好的牌子叫凤凰，当然更考究的要骑蓝...</td>\n",
       "      <td>C000023</td>\n",
       "      <td>历史</td>\n",
       "      <td>70年代家里有辆自行车是件很有面子的事情记得那时最好的牌子叫凤凰当然更考究的要骑蓝翎那是英国...</td>\n",
       "      <td>70 年代 家里 有辆 自行车 件 面子 事情 记得 最好 牌子 凤凰 更 考究 骑 蓝翎 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    text    label   cat  \\\n",
       "3813   \\r\\r\\n　　一家美国上市公司的中国概念与纸上并购\\r\\r\\n　　本报记者 柯志雄\\r\\r...  C000010    科技   \n",
       "7700   　　五大前锋轮番上阵，申花仍旧没有摆脱锋线零进球的尴尬。昨天晚上，济南的体育场，申花在场面明...  C000014    体育   \n",
       "14812  \\r\\r\\n　　叶剑英在粉碎“四人帮”的斗争中起到了决定性的作用，赢得了党内外的高度评价。华...  C000023    历史   \n",
       "16103  　　目前，对于信息化战争的研究，多数是从战争形态的角度，从宏观上，以信息化战争的基本概念、基...  C000024    军事   \n",
       "13814  　　因为跳槽到同行业其他公司，杨女士被原单位告上法庭，日前，一中院以杨女士违反竞业禁止约定为...  C000022  人力资源   \n",
       "9937   \\r\\r\\n　　红色旅游正在全国如火如荼地展开，井冈山、韶山、遵义、延安、西柏坡等几大革命圣...  C000016    旅游   \n",
       "10149  　　本报讯（记者 石果 实习生 罗智渊）昨日，记者从西南政法大学获悉，5月2日我市将首次举行...  C000020    教育   \n",
       "5702   　　今年3月1日，可以说是我国药品生产企业试点参数放行的“起跑线”。这一天，国家食品药品监督...  C000013    健康   \n",
       "8516   　　新华网成都４月２９日专电（记者肖林）记者２９日从成都铁路局获悉，成渝城际旅客双层新型空调...  C000016    旅游   \n",
       "15563  　　70年代，家里有辆自行车是件很有面子的事情，记得那时最好的牌子叫凤凰，当然更考究的要骑蓝...  C000023    历史   \n",
       "\n",
       "                                              text_clean  \\\n",
       "3813   一家美国上市公司的中国概念与纸上并购本报记者柯志雄北京报道在高个白人中佛罗里达狼是少数常来中...   \n",
       "7700   五大前锋轮番上阵申花仍旧没有摆脱锋线零进球的尴尬昨天晚上济南的体育场申花在场面明显占优的情况...   \n",
       "14812  叶剑英在粉碎四人帮的斗争中起到了决定性的作用赢得了党内外的高度评价华国锋认为叶剑英德高望重建...   \n",
       "16103  目前对于信息化战争的研究多数是从战争形态的角度从宏观上以信息化战争的基本概念基本特征作战方式...   \n",
       "13814  因为跳槽到同行业其他公司杨女士被原单位告上法庭日前一中院以杨女士违反竞业禁止约定为由终审判决...   \n",
       "9937   红色旅游正在全国如火如荼地展开井冈山韶山遵义延安西柏坡等几大革命圣地迎来了源源不断的客流成为...   \n",
       "10149  本报讯记者石果实习生罗智渊昨日记者从西南政法大学获悉5月2日我市将首次举行2006年司法考试...   \n",
       "5702   今年3月1日可以说是我国药品生产企业试点参数放行的起跑线这一天国家食品药品监督管理局SFDA...   \n",
       "8516   新华网成都月日专电记者肖林记者日从成都铁路局获悉成渝城际旅客双层新型空调列车将于月日正式开行...   \n",
       "15563  70年代家里有辆自行车是件很有面子的事情记得那时最好的牌子叫凤凰当然更考究的要骑蓝翎那是英国...   \n",
       "\n",
       "                                                text_cut  \n",
       "3813   一家 美国 上市公司 中国 概念 纸 并购 本报记者 柯志雄 北京 报道 高个 白人 中 佛...  \n",
       "7700   五大 前锋 轮番上阵 申花 没有 摆脱 锋线 零 进球 尴尬 昨天晚上 济南 体育场 申花 ...  \n",
       "14812  叶剑英 粉碎 四人帮 斗争 中 起到 决定性 作用 赢得 党内外 高度评价 华国锋 认为 叶...  \n",
       "16103  目前 信息化 战争 研究 多数 是从 战争 形态 角度 宏观 上以 信息化 战争 基本概念 ...  \n",
       "13814  跳槽 同行业 公司 杨 女士 原 单位 告上 法庭 日前 一中院 杨 女士 违反 竞业禁止 ...  \n",
       "9937   红色旅游 正在 全国 如火如荼 展开 井冈山 韶山 遵义 延安 西柏坡 几大 革命圣地 迎来...  \n",
       "10149  本报讯 记者 石果 实习生 罗智渊 昨日 记者 西南政法大学 获悉 月 日 我市 首次 举行...  \n",
       "5702   今年 月 日 说 我国 药品 生产 企业 试点 参数 放行 起跑线 一天 国家 食品 药品监...  \n",
       "8516   新华网 成都 月 日 专电 记者 肖林 记者 日 成都 铁路局 获悉 成渝 城际 旅客 双层...  \n",
       "15563  70 年代 家里 有辆 自行车 件 面子 事情 记得 最好 牌子 凤凰 更 考究 骑 蓝翎 ...  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['text_cut'] = df['text_clean'].apply(lambda x: \" \".join([w for w in list(jb.cut(x)) if w not in stopwords]))\n",
    "df.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "297176"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences = [row.split() for row in df['text_cut']]\n",
    "word_freq = defaultdict(int)\n",
    "for sent in sentences:\n",
    "    for i in sent:\n",
    "        word_freq[i] += 1\n",
    "len(word_freq)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:7: DeprecationWarning:\n",
      "\n",
      "Call to deprecated `iter` (Attribute will be removed in 4.0.0, use self.epochs instead).\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model = Word2Vec(min_count=200,\n",
    "                     window=5,\n",
    "                     size=100,\n",
    "                     workers=4)\n",
    "\n",
    "model.build_vocab(sentences)\n",
    "model.train(sentences, total_examples=model.corpus_count, epochs=model.iter)\n",
    "model.init_sims(replace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('股票', 0.5983016490936279),\n",
       " ('债券', 0.5910301208496094),\n",
       " ('认购', 0.5515949726104736),\n",
       " ('投资者', 0.5413485169410706),\n",
       " ('投资', 0.5206654071807861),\n",
       " ('持股', 0.5060251355171204),\n",
       " ('招商', 0.5032355785369873),\n",
       " ('券商', 0.49891117215156555),\n",
       " ('评级', 0.4926179051399231),\n",
       " ('现金', 0.46198245882987976)]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.most_similar(positive=['基金'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('咳嗽', 0.8751150369644165),\n",
       " ('过敏', 0.8337826728820801),\n",
       " ('出血', 0.8206079602241516),\n",
       " ('发作', 0.8174974322319031),\n",
       " ('不适', 0.7918287515640259),\n",
       " ('疼痛', 0.7878854274749756),\n",
       " ('头痛', 0.7779319286346436),\n",
       " ('服用', 0.769497811794281),\n",
       " ('干燥', 0.7627055048942566),\n",
       " ('失眠', 0.7600494623184204)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.most_similar(positive=['感冒'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('劳动力', 0.555505633354187),\n",
       " ('负担', 0.5551137328147888),\n",
       " ('人口', 0.5382763743400574),\n",
       " ('贫困', 0.5218415260314941),\n",
       " ('子女', 0.5126364827156067),\n",
       " ('就业', 0.5091021656990051),\n",
       " ('困扰', 0.4945515990257263),\n",
       " ('农民工', 0.49445784091949463),\n",
       " ('绝大多数', 0.48268261551856995),\n",
       " ('生育', 0.46601128578186035)]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.most_similar(positive=['失业'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('饭店', 0.8367468118667603),\n",
       " ('旅馆', 0.7565426230430603),\n",
       " ('大厦', 0.7466408610343933),\n",
       " ('地铁', 0.7440853118896484),\n",
       " ('店', 0.7361814379692078),\n",
       " ('餐厅', 0.7339795231819153),\n",
       " ('豪华', 0.7255125641822815),\n",
       " ('码头', 0.7242347002029419),\n",
       " ('酒店', 0.7172418832778931),\n",
       " ('住宿', 0.6967345476150513)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.most_similar(positive=['宾馆'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('猛禽', 0.7212422490119934),\n",
       " ('战斗机', 0.6596713662147522),\n",
       " ('美国空军', 0.6593104600906372),\n",
       " ('款', 0.6327800750732422),\n",
       " ('无人机', 0.6288824677467346),\n",
       " ('下一代', 0.6235269904136658),\n",
       " ('隐形', 0.6190775036811829),\n",
       " ('Windows', 0.6013031005859375),\n",
       " ('F16', 0.5972725749015808),\n",
       " ('芯片', 0.5969035625457764)]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.most_similar(positive=['F35'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('国民党', 0.8251262903213501),\n",
       " ('周恩来', 0.7420367002487183),\n",
       " ('长官', 0.7394211292266846),\n",
       " ('遂', 0.7065316438674927),\n",
       " ('孙中山', 0.7047836184501648),\n",
       " ('中共', 0.6950869560241699),\n",
       " ('邓小平', 0.6865406036376953),\n",
       " ('司令', 0.6803985834121704),\n",
       " ('共产党', 0.6637289524078369),\n",
       " ('台当局', 0.6634297370910645)]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.most_similar(positive=['蒋介石'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.36402318"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.similarity('蒋介石', '校长')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.13398343"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.similarity('蒋介石', '汽车')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "107311\n"
     ]
    }
   ],
   "source": [
    "df_small, _ = train_test_split(df, test_size=0.85)\n",
    "\n",
    "sentences = [row.split() for row in df_small['text_cut']]\n",
    "word_freq = defaultdict(int)\n",
    "for sent in sentences:\n",
    "    for i in sent:\n",
    "        word_freq[i] += 1\n",
    "print(len(word_freq))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: DeprecationWarning:\n",
      "\n",
      "Call to deprecated `iter` (Attribute will be removed in 4.0.0, use self.epochs instead).\n",
      "\n"
     ]
    }
   ],
   "source": [
    "w2v_model = Word2Vec(min_count=200,\n",
    "                     window=5,\n",
    "                     size=100,\n",
    "                     workers=4)\n",
    "w2v_model.build_vocab(sentences)\n",
    "w2v_model.train(sentences, total_examples=model.corpus_count, epochs=model.iter)\n",
    "w2v_model.init_sims(replace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:6: DeprecationWarning:\n",
      "\n",
      "Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def tsne_plot(model):\n",
    "    labels = []\n",
    "    tokens = []\n",
    "\n",
    "    for word in model.wv.vocab:\n",
    "        tokens.append(model[word])\n",
    "        labels.append(word)\n",
    "    \n",
    "    tsne_model = TSNE(perplexity=40, n_components=2, init='pca', n_iter=2500, random_state=23)\n",
    "    new_values = tsne_model.fit_transform(tokens)\n",
    "\n",
    "    x = []\n",
    "    y = []\n",
    "    for value in new_values:\n",
    "        x.append(value[0])\n",
    "        y.append(value[1])\n",
    "        \n",
    "    plt.figure(figsize=(18, 18)) \n",
    "    for i in range(len(x)):\n",
    "        plt.scatter(x[i],y[i])\n",
    "        plt.annotate(labels[i],\n",
    "                     xy=(x[i], y[i]),\n",
    "                     xytext=(5, 2),\n",
    "                     textcoords='offset points',\n",
    "                     ha='right',\n",
    "                     va='bottom')\n",
    "    plt.show()\n",
    "    \n",
    "tsne_plot(w2v_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: DeprecationWarning:\n",
      "\n",
      "Call to deprecated `__getitem__` (Method will be removed in 4.0.0, use self.wv.__getitem__() instead).\n",
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "Component 1=%{x}<br>Component 2=%{y}<br>Distance=%{marker.color}<br>Word=%{text}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           0.26028477169904773,
           0.13653019063350005,
           0.05870223674318302,
           0.1998677912469439,
           0.42296760443252834,
           0.4416883732478542,
           0.7373426470440825,
           0.1304106701660602,
           0.5956956070730188,
           0.6019093242055517,
           0.5660959691574546,
           0.4802381149257024,
           0.5502648378319355,
           0.6048652824026761,
           0.5296539824861692,
           0.23617322933941273,
           0.11630029680788202,
           0.3026332773877337,
           0.6566424554267438,
           0.4223953494411968,
           0.6160778585453123,
           0.47842451262063035,
           0.2856157612510467,
           0.5752740448756122
          ],
          "coloraxis": "coloraxis",
          "line": {
           "color": "rgb(0, 0, 0)",
           "width": 1
          },
          "size": [
           0.26028477169904773,
           0.13653019063350005,
           0.05870223674318302,
           0.1998677912469439,
           0.42296760443252834,
           0.4416883732478542,
           0.7373426470440825,
           0.1304106701660602,
           0.5956956070730188,
           0.6019093242055517,
           0.5660959691574546,
           0.4802381149257024,
           0.5502648378319355,
           0.6048652824026761,
           0.5296539824861692,
           0.23617322933941273,
           0.11630029680788202,
           0.3026332773877337,
           0.6566424554267438,
           0.4223953494411968,
           0.6160778585453123,
           0.47842451262063035,
           0.2856157612510467,
           0.5752740448756122
          ],
          "sizemode": "area",
          "sizeref": 0.0018433566176102062,
          "symbol": "circle"
         },
         "mode": "markers+text",
         "name": "",
         "showlegend": false,
         "text": [
          "行情",
          "旅游",
          "手机",
          "股权",
          "基金",
          "招聘",
          "高考",
          "分析",
          "录取",
          "学生",
          "员工",
          "军事",
          "老板",
          "战争",
          "国际",
          "服务",
          "健康",
          "地区",
          "俄罗斯",
          "台湾",
          "中国",
          "董事会",
          "风险",
          "部队"
         ],
         "textposition": "top center",
         "type": "scatter",
         "x": [
          -0.09083749561917413,
          0.08429310688469122,
          0.03426388805765053,
          -0.18230215547806006,
          -0.3018286253874851,
          -0.4412138249195682,
          -0.12505689949089815,
          0.13040962320141206,
          -0.40765792838961284,
          -0.325006991172846,
          -0.5296031158425003,
          0.4766801613182221,
          -0.4628799753449341,
          0.44152699197971107,
          0.3914949708396269,
          -0.17115950555047815,
          0.024417281410376853,
          0.24370049798461685,
          0.6140080181253406,
          0.416383841190936,
          0.5697224746138124,
          -0.37947414970037385,
          -0.07867148430296451,
          0.06879129559249941
         ],
         "xaxis": "x",
         "y": [
          -0.24391947804154945,
          -0.10740188585935485,
          -0.04766485680063982,
          -0.08193325384717222,
          -0.296312462269296,
          -0.020468995143397846,
          0.7266601344780775,
          0.0005225606440115465,
          0.4343596087427809,
          0.5066214466979833,
          -0.1999629615359631,
          0.0583495572650378,
          -0.2975458287035452,
          0.41341979295797787,
          -0.35674224444371444,
          -0.16273357955972909,
          -0.11370820289727526,
          0.17943513553507498,
          -0.23275194509746785,
          0.07100935167027021,
          -0.2344530437202547,
          -0.29135782808338256,
          -0.2745672242504253,
          0.5711462022619543
         ],
         "yaxis": "y"
        }
       ],
       "layout": {
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "Distance"
          }
         },
         "colorscale": [
          [
           0,
           "rgb(75, 41, 145)"
          ],
          [
           0.16666666666666666,
           "rgb(135, 44, 162)"
          ],
          [
           0.3333333333333333,
           "rgb(192, 54, 157)"
          ],
          [
           0.5,
           "rgb(234, 79, 136)"
          ],
          [
           0.6666666666666666,
           "rgb(250, 120, 118)"
          ],
          [
           0.8333333333333334,
           "rgb(246, 169, 122)"
          ],
          [
           1,
           "rgb(237, 217, 163)"
          ]
         ]
        },
        "height": 800,
        "legend": {
         "itemsizing": "constant",
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "paper_bgcolor": "#f0f0f0",
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "white",
              "width": 0.5
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "white",
              "width": 0.5
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "#C8D4E3",
             "linecolor": "#C8D4E3",
             "minorgridcolor": "#C8D4E3",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "#C8D4E3",
             "linecolor": "#C8D4E3",
             "minorgridcolor": "#C8D4E3",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "white",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "#C8D4E3"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "white",
          "polar": {
           "angularaxis": {
            "gridcolor": "#EBF0F8",
            "linecolor": "#EBF0F8",
            "ticks": ""
           },
           "bgcolor": "white",
           "radialaxis": {
            "gridcolor": "#EBF0F8",
            "linecolor": "#EBF0F8",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "white",
            "gridcolor": "#DFE8F3",
            "gridwidth": 2,
            "linecolor": "#EBF0F8",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#EBF0F8"
           },
           "yaxis": {
            "backgroundcolor": "white",
            "gridcolor": "#DFE8F3",
            "gridwidth": 2,
            "linecolor": "#EBF0F8",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#EBF0F8"
           },
           "zaxis": {
            "backgroundcolor": "white",
            "gridcolor": "#DFE8F3",
            "gridwidth": 2,
            "linecolor": "#EBF0F8",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "#EBF0F8"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "#DFE8F3",
            "linecolor": "#A2B1C6",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "#DFE8F3",
            "linecolor": "#A2B1C6",
            "ticks": ""
           },
           "bgcolor": "white",
           "caxis": {
            "gridcolor": "#DFE8F3",
            "linecolor": "#A2B1C6",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "#EBF0F8",
           "linecolor": "#EBF0F8",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "#EBF0F8",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "#EBF0F8",
           "linecolor": "#EBF0F8",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "#EBF0F8",
           "zerolinewidth": 2
          }
         }
        },
        "xaxis": {
         "anchor": "y",
         "autorange": true,
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Component 1"
         }
        },
        "yaxis": {
         "anchor": "x",
         "domain": [
          0,
          1
         ],
         "title": {
          "text": "Component 2"
         }
        }
       }
      },
      "text/html": [
       "<div>\n",
       "        \n",
       "        \n",
       "            <div id=\"13e5aac6-d406-426f-8b00-f6875ad5a575\" class=\"plotly-graph-div\" style=\"height:800px; width:100%;\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                require([\"plotly\"], function(Plotly) {\n",
       "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
       "                    \n",
       "                if (document.getElementById(\"13e5aac6-d406-426f-8b00-f6875ad5a575\")) {\n",
       "                    Plotly.newPlot(\n",
       "                        '13e5aac6-d406-426f-8b00-f6875ad5a575',\n",
       "                        [{\"hovertemplate\": \"Component 1=%{x}<br>Component 2=%{y}<br>Distance=%{marker.color}<br>Word=%{text}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [0.26028477169904773, 0.13653019063350005, 0.05870223674318302, 0.1998677912469439, 0.42296760443252834, 0.4416883732478542, 0.7373426470440825, 0.1304106701660602, 0.5956956070730188, 0.6019093242055517, 0.5660959691574546, 0.4802381149257024, 0.5502648378319355, 0.6048652824026761, 0.5296539824861692, 0.23617322933941273, 0.11630029680788202, 0.3026332773877337, 0.6566424554267438, 0.4223953494411968, 0.6160778585453123, 0.47842451262063035, 0.2856157612510467, 0.5752740448756122], \"coloraxis\": \"coloraxis\", \"line\": {\"color\": \"rgb(0, 0, 0)\", \"width\": 1}, \"size\": [0.26028477169904773, 0.13653019063350005, 0.05870223674318302, 0.1998677912469439, 0.42296760443252834, 0.4416883732478542, 0.7373426470440825, 0.1304106701660602, 0.5956956070730188, 0.6019093242055517, 0.5660959691574546, 0.4802381149257024, 0.5502648378319355, 0.6048652824026761, 0.5296539824861692, 0.23617322933941273, 0.11630029680788202, 0.3026332773877337, 0.6566424554267438, 0.4223953494411968, 0.6160778585453123, 0.47842451262063035, 0.2856157612510467, 0.5752740448756122], \"sizemode\": \"area\", \"sizeref\": 0.0018433566176102062, \"symbol\": \"circle\"}, \"mode\": \"markers+text\", \"name\": \"\", \"showlegend\": false, \"text\": [\"\\u884c\\u60c5\", \"\\u65c5\\u6e38\", \"\\u624b\\u673a\", \"\\u80a1\\u6743\", \"\\u57fa\\u91d1\", \"\\u62db\\u8058\", \"\\u9ad8\\u8003\", \"\\u5206\\u6790\", \"\\u5f55\\u53d6\", \"\\u5b66\\u751f\", \"\\u5458\\u5de5\", \"\\u519b\\u4e8b\", \"\\u8001\\u677f\", \"\\u6218\\u4e89\", \"\\u56fd\\u9645\", \"\\u670d\\u52a1\", \"\\u5065\\u5eb7\", \"\\u5730\\u533a\", \"\\u4fc4\\u7f57\\u65af\", \"\\u53f0\\u6e7e\", \"\\u4e2d\\u56fd\", \"\\u8463\\u4e8b\\u4f1a\", \"\\u98ce\\u9669\", \"\\u90e8\\u961f\"], \"textposition\": \"top center\", \"type\": \"scatter\", \"x\": [-0.09083749561917413, 0.08429310688469122, 0.03426388805765053, -0.18230215547806006, -0.3018286253874851, -0.4412138249195682, -0.12505689949089815, 0.13040962320141206, -0.40765792838961284, -0.325006991172846, -0.5296031158425003, 0.4766801613182221, -0.4628799753449341, 0.44152699197971107, 0.3914949708396269, -0.17115950555047815, 0.024417281410376853, 0.24370049798461685, 0.6140080181253406, 0.416383841190936, 0.5697224746138124, -0.37947414970037385, -0.07867148430296451, 0.06879129559249941], \"xaxis\": \"x\", \"y\": [-0.24391947804154945, -0.10740188585935485, -0.04766485680063982, -0.08193325384717222, -0.296312462269296, -0.020468995143397846, 0.7266601344780775, 0.0005225606440115465, 0.4343596087427809, 0.5066214466979833, -0.1999629615359631, 0.0583495572650378, -0.2975458287035452, 0.41341979295797787, -0.35674224444371444, -0.16273357955972909, -0.11370820289727526, 0.17943513553507498, -0.23275194509746785, 0.07100935167027021, -0.2344530437202547, -0.29135782808338256, -0.2745672242504253, 0.5711462022619543], \"yaxis\": \"y\"}],\n",
       "                        {\"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"Distance\"}}, \"colorscale\": [[0.0, \"rgb(75, 41, 145)\"], [0.16666666666666666, \"rgb(135, 44, 162)\"], [0.3333333333333333, \"rgb(192, 54, 157)\"], [0.5, \"rgb(234, 79, 136)\"], [0.6666666666666666, \"rgb(250, 120, 118)\"], [0.8333333333333334, \"rgb(246, 169, 122)\"], [1.0, \"rgb(237, 217, 163)\"]]}, \"height\": 800, \"legend\": {\"itemsizing\": \"constant\", \"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"paper_bgcolor\": \"#f0f0f0\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"white\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"#C8D4E3\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"white\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"radialaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"yaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"zaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"caxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}}}, \"xaxis\": {\"anchor\": \"y\", \"autorange\": true, \"domain\": [0.0, 1.0], \"title\": {\"text\": \"Component 1\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"Component 2\"}}},\n",
       "                        {\"responsive\": true}\n",
       "                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('13e5aac6-d406-426f-8b00-f6875ad5a575');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })\n",
       "                };\n",
       "                });\n",
       "            </script>\n",
       "        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_wv_df = pd.DataFrame(model[model.wv.vocab], list(model.wv.vocab))\n",
    "keywords = [\"行情\", \"旅游\", \"手机\", \"股权\",\"基金\", \"招聘\", \"高考\", \"分析\",\"录取\", \\\n",
    "            \"学生\", \"员工\", '军事', '老板', '战争','国际', '服务',\"健康\",\"地区\",\\\n",
    "           \"俄罗斯\",\"台湾\",\"中国\",\"董事会\",\"风险\",\"部队\"]\n",
    "words = [word for word in keywords if word in list(model.wv.vocab)]\n",
    "\n",
    "X = model_wv_df.T[words].T\n",
    "pca = PCA(n_components=2)\n",
    "result = pca.fit_transform(X)\n",
    "\n",
    "df = pd.DataFrame(result, columns=[\"Component 1\", \"Component 2\"])\n",
    "df[\"Word\"] = keywords\n",
    "df[\"Distance\"] = np.sqrt(df[\"Component 1\"]**2 + df[\"Component 2\"]**2)\n",
    "fig = px.scatter(df, x=\"Component 1\", y=\"Component 2\", text=\"Word\", color=\"Distance\", color_continuous_scale=\"agsunset\",size=\"Distance\")\n",
    "fig.update_traces(textposition='top center')\n",
    "fig.layout.xaxis.autorange = True\n",
    "fig.data[0].marker.line.width = 1\n",
    "fig.data[0].marker.line.color = 'rgb(0, 0, 0)'\n",
    "fig.update_layout(height=800,  template=\"plotly_white\", paper_bgcolor=\"#f0f0f0\")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
